What is a Matrix?
This lesson introduces the matrix - the rectangular array at the heart of matrix algebra. Matrix algebra is used quite a bit in advanced statistics, largely because it provides two benefits.
- Compact notation for describing sets of data and sets of equations.
- Efficient methods for manipulating sets of data and solving sets of equations.
A matrix is a rectangular array of numbers arranged in rows and columns. The array of numbers below is an example of a matrix.
The number of rows and columns that a matrix has is called its dimension or its order. By convention, rows are listed first; and columns, second. Thus, we would say that the dimension (or order) of the above matrix is 3 x 4, meaning that it has 3 rows and 4 columns.
Numbers that appear in the rows and columns of a matrix are called elements of the matrix. In the above matrix, the element in the first column of the first row is 21; the element in the second column of the first row is 62; and so on.
Statisticians use symbols to identify matrix elements and matrices.
Matrix elements. Consider the matrix below, in which matrix elements are represented entirely by symbols.
A11 A12 A13 A14 A21 A22 A23 A24
Matrices. There are several ways to represent a matrix symbolically. The simplest is to use a boldface letter, such as A, B, or C. Thus, A might represent a 2 x 4 matrix, as illustrated below.
A = 11 62 33 93 44 95 66 13
Another approach for representing matrix A is:
A = [ Aij ] where i = 1, 2 and j = 1, 2, 3, 4This notation indicates that A is a matrix with 2 rows and 4 columns. The actual elements of the array are not displayed; they are represented by the symbol Aij.
Other matrix notation will be introduced as needed. For a description of all the matrix notation used in this tutorial, see the Matrix Notation Appendix.
To understand matrix algebra, we need to understand matrix equality. Two matrices are equal if all three of the following conditions are met:
- Each matrix has the same number of rows.
- Each matrix has the same number of columns.
- Corresponding elements within each matrix are equal.
Consider the three matrices shown below.
If A = B, we know that x = 222 and y = 333; since corresponding elements of equal matrices are also equal. And we know that matrix C is not equal to A or B, because C has more columns than A or B.
Test Your Understanding
The notation below describes two matrices - matrix A and matrix B.
A = [ Aij ]
where i = 1, 2, 3 and j = 1, 2
Which of the following statements about A and B are true?
I. Matrix A has 5 elements.
II. The dimension of matrix B is 4 x 2.
III. In matrix B, element B21 is equal to 222.
(A) I only
(B) II only
(C) III only
(D) All of the above
(E) None of the above
The correct answer is (E).
- Matrix A has 3 rows and 2 columns; that is, 3 rows, each with 2 elements. This adds up to 6 elements, altogether - not 5.
- The dimension of matrix B is 2 x 4 - not 4 x 2. That is, matrix B has 2 rows and 4 columns - not 4 rows and 2 columns.
- And, finally, element B21 refers to the first element in the second row of matrix B, which is equal to 555 - not 222.